Evidence map›Paper›PMID 41960139›Full record

ArticleACM-BCB ... ... : the ... ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine2025

Privacy-Preserving Collaborative Population Stratification with Dynamic Algorithm and Hyperparameter Selection.

Maryam Ghasemian, Lynette Hammond Gerido, Erman Ayday

Abstract read
In one paragraph

Article in ACM-BCB ... ... : the ... ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Maryam GhasemianCase Western Reserve University, Cleveland, Ohio, USA.
Lynette Hammond GeridoCase Western Reserve University, Cleveland, Ohio, USA.
Erman AydayCase Western Reserve University, Cleveland, Ohio, USA.

Funding

Accelerating Genomic Data Sharing and Collaborative Research with Privacy ProtectionR01LM014520 · NLM · CASE WESTERN RESERVE UNIVERSITY · PI Erman Ayday, Xiaoqian Jiang · 2023 to 2026
$2.6M
NLM NIH HHS R01 LM014520
6 · The paper itself

Abstract

We present a privacy-preserving

Indexed as

ClusteringData MiningDifferential PrivacyMachine LearningMembership Inference AttackPopulation StratificationPrincipal Component AnalysisPrivacy

Identifiers

PMID41960139
PMCPMC13059132

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.